Pneumococcal population dynamics: Investigating vaccine-induced changes through multiscale modelling
Nicola Mulberry1, Alexander R Rutherford1, Caroline Colijn1
1Department of Mathematics, Simon Fraser University, Burnaby, British Columbia, Canada.
Vaccine-induced strain replacement in pneumococcus is driven by competition. Antigenic and resistance profiles of bacterial strains are key factors influencing success after vaccination, impacting overall population dynamics.
Area of Science:
- Microbiology
- Epidemiology
- Mathematical Modeling
Background:
- Vaccine-induced strain replacement in Streptococcus pneumoniae (pneumococcus) is not fully understood.
- Distinct pneumococcal lineages can co-colonize hosts and generate novel recombinants during natural infections.
- Observed post-vaccination replacement patterns suggest competition between specific pneumococcal lineages.
Purpose of the Study:
- To investigate how within-host dynamics influence ecological patterns of pneumococcal colonization before and after vaccination.
- To model the competition between and within pneumococcal strains based on their antigenic, metabolic, and resistance profiles.
Main Methods:
- Development of a multiscale transmission model.
- Inclusion of co-colonization and recombination dynamics within hosts.
- Analysis of strain fitness based on antigenic, metabolic, and resistance characteristics.
Main Results:
- Model results indicate that antigenic and resistance profiles are critical drivers of pneumococcal strain success post-vaccination.
- Within-host dynamics, including co-colonization and recombination, significantly shape observed ecological patterns.
- Competition between specific pneumococcal lineages is a key factor in vaccine-induced replacement.
Conclusions:
- Antigenic and resistance properties of pneumococcal strains are crucial determinants of their ecological success in the face of vaccination.
- Understanding within-host dynamics is essential for predicting and managing vaccine-induced strain replacement.
- The study provides a framework for investigating the complex interplay between host, pathogen, and vaccination in shaping microbial populations.
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